Clients

Dataset statistics

Number of variables	13
Number of observations	1125
Missing cells	149
Missing cells (%)	1.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	114.4 KiB
Average record size in memory	104.1 B

Variable types

Categorical	4
Numeric	9

Alerts

`fea_1` is highly overall correlated with `fea_6`	High correlation
`fea_6` is highly overall correlated with `fea_1` and 1 other fields	High correlation
`id` is highly overall correlated with `fea_6`	High correlation
`fea_5` is highly imbalanced (63.0%)	Imbalance
`fea_2` has 149 (13.2%) missing values	Missing
`id` has unique values	Unique

Reproduction

Analysis started	2025-03-12 01:56:30.318391
Analysis finished	2025-03-12 01:56:35.363058
Duration	5.04 seconds
Software version	ydata-profiling vv4.13.0
Download configuration	config.json

label
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	8.9 KiB

0	900
1	225

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1125
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	900	80.0%
1	225	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	900	80.0%
1	225	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	900	80.0%
1	225	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	900	80.0%
1	225	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	900	80.0%
1	225	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	900	80.0%
1	225	20.0%

id
Real number (ℝ)

High correlation Unique

Distinct	1125
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57836771

Minimum	54982353
Maximum	59006239
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	54982353
5-th percentile	54984218
Q1	54990497
median	58989748
Q3	58997994
95-th percentile	59004536
Maximum	59006239
Range	4023886
Interquartile range (IQR)	4007497

Descriptive statistics

Standard deviation	1817150.4
Coefficient of variation (CV)	0.0314186
Kurtosis	-1.1319137
Mean	57836771
Median Absolute Deviation (MAD)	9940
Skewness	-0.93276429
Sum	6.5066368 × 10¹⁰
Variance	3.3020355 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54982665	1	0.1%
58991343	1	0.1%
54988970	1	0.1%
54991614	1	0.1%
58989779	1	0.1%
59003701	1	0.1%
59005448	1	0.1%
58999966	1	0.1%
58986443	1	0.1%
58984421	1	0.1%
Other values (1115)	1115	99.1%

Value	Count	Frequency (%)
54982353	1	0.1%
54982356	1	0.1%
54982387	1	0.1%
54982463	1	0.1%
54982530	1	0.1%
54982549	1	0.1%
54982579	1	0.1%
54982665	1	0.1%
54982697	1	0.1%
54982721	1	0.1%

Value	Count	Frequency (%)
59006239	1	0.1%
59006219	1	0.1%
59006193	1	0.1%
59006139	1	0.1%
59005995	1	0.1%
59005917	1	0.1%
59005881	1	0.1%
59005880	1	0.1%
59005871	1	0.1%
59005860	1	0.1%

fea_1
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4826667

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	4
median	5
Q3	7
95-th percentile	7
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.3833375
Coefficient of variation (CV)	0.25231108
Kurtosis	-1.1810284
Mean	5.4826667
Median Absolute Deviation (MAD)	1
Skewness	-0.10437923
Sum	6168
Variance	1.9136228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
7	476	42.3%
4	377	33.5%
5	261	23.2%
1	7	0.6%
6	2	0.2%
2	2	0.2%

Value	Count	Frequency (%)
1	7	0.6%
2	2	0.2%
4	377	33.5%
5	261	23.2%
6	2	0.2%
7	476	42.3%

Value	Count	Frequency (%)
7	476	42.3%
6	2	0.2%
5	261	23.2%
4	377	33.5%
2	2	0.2%
1	7	0.6%

fea_2
Real number (ℝ)

Missing

Distinct	158
Distinct (%)	16.2%
Missing	149
Missing (%)	13.2%
Infinite	0
Infinite (%)	0.0%
Mean	1283.9114

Minimum	1116.5
Maximum	1481
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	1116.5
5-th percentile	1214
Q1	1244
median	1281.5
Q3	1314.5
95-th percentile	1371.5
Maximum	1481
Range	364.5
Interquartile range (IQR)	70.5

Descriptive statistics

Standard deviation	51.764022
Coefficient of variation (CV)	0.040317441
Kurtosis	0.58544031
Mean	1283.9114
Median Absolute Deviation (MAD)	36
Skewness	0.41207622
Sum	1253097.5
Variance	2679.5139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1241	37	3.3%
1214	27	2.4%
1305.5	23	2.0%
1287.5	21	1.9%
1223	21	1.9%
1304	20	1.8%
1257.5	19	1.7%
1266.5	19	1.7%
1272.5	18	1.6%
1239.5	17	1.5%
Other values (148)	754	67.0%
(Missing)	149	13.2%

Value	Count	Frequency (%)
1116.5	1	0.1%
1125.5	1	0.1%
1130	1	0.1%
1137.5	1	0.1%
1148	1	0.1%
1163	1	0.1%
1164.5	1	0.1%
1166	1	0.1%
1170.5	2	0.2%
1179.5	2	0.2%

Value	Count	Frequency (%)
1481	1	0.1%
1475	1	0.1%
1469	2	0.2%
1455.5	1	0.1%
1449.5	1	0.1%
1443.5	2	0.2%
1425.5	1	0.1%
1419.5	2	0.2%
1415	3	0.3%
1413.5	1	0.1%

fea_3
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	8.9 KiB

3	684
1	309
2	132

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1125
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	1
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
3	684	60.8%
1	309	27.5%
2	132	11.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	684	60.8%
1	309	27.5%
2	132	11.7%

Most occurring characters

Value	Count	Frequency (%)
3	684	60.8%
1	309	27.5%
2	132	11.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	684	60.8%
1	309	27.5%
2	132	11.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	684	60.8%
1	309	27.5%
2	132	11.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	684	60.8%
1	309	27.5%
2	132	11.7%

fea_4
Real number (ℝ)

Distinct	229
Distinct (%)	20.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120883.56

Minimum	15000
Maximum	1200000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	15000
5-th percentile	39000
Q1	72000
median	102000
Q3	139000
95-th percentile	282000
Maximum	1200000
Range	1185000
Interquartile range (IQR)	67000

Descriptive statistics

Standard deviation	88445.229
Coefficient of variation (CV)	0.73165641
Kurtosis	32.210409
Mean	120883.56
Median Absolute Deviation (MAD)	32000
Skewness	4.174755
Sum	1.35994 × 10⁸
Variance	7.8225585 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35000	34	3.0%
50000	25	2.2%
90000	19	1.7%
150000	19	1.7%
110000	18	1.6%
100000	18	1.6%
130000	17	1.5%
68000	16	1.4%
56000	15	1.3%
71000	15	1.3%
Other values (219)	929	82.6%

Value	Count	Frequency (%)
15000	2	0.2%
30000	14	1.2%
34000	1	0.1%
35000	34	3.0%
38000	3	0.3%
39000	4	0.4%
41000	1	0.1%
42000	2	0.2%
43000	1	0.1%
44000	2	0.2%

Value	Count	Frequency (%)
1200000	1	0.1%
1000000	1	0.1%
550000	1	0.1%
546000	1	0.1%
500000	8	0.7%
489000	1	0.1%
488000	1	0.1%
483000	1	0.1%
468000	1	0.1%
458000	1	0.1%

fea_5
Categorical

Imbalance

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	8.9 KiB

2	1045
1	80

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1125
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	1045	92.9%
1	80	7.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	1045	92.9%
1	80	7.1%

Most occurring characters

Value	Count	Frequency (%)
2	1045	92.9%
1	80	7.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	1045	92.9%
1	80	7.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	1045	92.9%
1	80	7.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	1045	92.9%
1	80	7.1%

fea_6
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.872

Minimum	3
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	3
5-th percentile	8
Q1	8
median	11
Q3	11
95-th percentile	15
Maximum	16
Range	13
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.6764373
Coefficient of variation (CV)	0.24617709
Kurtosis	-0.85633027
Mean	10.872
Median Absolute Deviation (MAD)	3
Skewness	0.30198963
Sum	12231
Variance	7.1633167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
11	465	41.3%
8	375	33.3%
15	259	23.0%
12	11	1.0%
4	4	0.4%
5	3	0.3%
6	2	0.2%
9	2	0.2%
3	2	0.2%
16	2	0.2%

Value	Count	Frequency (%)
3	2	0.2%
4	4	0.4%
5	3	0.3%
6	2	0.2%
8	375	33.3%
9	2	0.2%
11	465	41.3%
12	11	1.0%
15	259	23.0%
16	2	0.2%

Value	Count	Frequency (%)
16	2	0.2%
15	259	23.0%
12	11	1.0%
11	465	41.3%
9	2	0.2%
8	375	33.3%
6	2	0.2%
5	3	0.3%
4	4	0.4%
3	2	0.2%

fea_7
Real number (ℝ)

Distinct	10
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8328889

Minimum	-1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	170
Negative (%)	15.1%
Memory size	8.9 KiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	5
median	5
Q3	5
95-th percentile	9
Maximum	10
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.9711817
Coefficient of variation (CV)	0.61478379
Kurtosis	0.053229923
Mean	4.8328889
Median Absolute Deviation (MAD)	0
Skewness	-0.60681621
Sum	5437
Variance	8.8279209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	689	61.2%
9	212	18.8%
-1	170	15.1%
2	17	1.5%
8	9	0.8%
3	9	0.8%
4	7	0.6%
7	6	0.5%
10	5	0.4%
1	1	0.1%

Value	Count	Frequency (%)
-1	170	15.1%
1	1	0.1%
2	17	1.5%
3	9	0.8%
4	7	0.6%
5	689	61.2%
7	6	0.5%
8	9	0.8%
9	212	18.8%
10	5	0.4%

Value	Count	Frequency (%)
10	5	0.4%
9	212	18.8%
8	9	0.8%
7	6	0.5%
5	689	61.2%
4	7	0.6%
3	9	0.8%
2	17	1.5%
1	1	0.1%
-1	170	15.1%

fea_8
Real number (ℝ)

Distinct	52
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.80267

Minimum	64
Maximum	115
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	64
5-th percentile	80
Q1	90
median	105
Q3	111
95-th percentile	114
Maximum	115
Range	51
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	11.988955
Coefficient of variation (CV)	0.1189349
Kurtosis	-0.28496104
Mean	100.80267
Median Absolute Deviation (MAD)	7
Skewness	-0.83900783
Sum	113403
Variance	143.73505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	98	8.7%
112	93	8.3%
100	80	7.1%
113	70	6.2%
114	65	5.8%
105	58	5.2%
111	52	4.6%
109	42	3.7%
90	42	3.7%
107	39	3.5%
Other values (42)	486	43.2%

Value	Count	Frequency (%)
64	7	0.6%
65	1	0.1%
66	1	0.1%
67	2	0.2%
68	2	0.2%
69	1	0.1%
70	2	0.2%
71	2	0.2%
72	2	0.2%
73	3	0.3%

Value	Count	Frequency (%)
115	15	1.3%
114	65	5.8%
113	70	6.2%
112	93	8.3%
111	52	4.6%
110	98	8.7%
109	42	3.7%
108	28	2.5%
107	39	3.5%
106	18	1.6%

fea_9
Categorical

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	8.9 KiB

5	521
4	318
3	278
1	7
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1125
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	5
2nd row	3
3rd row	5
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
5	521	46.3%
4	318	28.3%
3	278	24.7%
1	7	0.6%
2	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	521	46.3%
4	318	28.3%
3	278	24.7%
1	7	0.6%
2	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
5	521	46.3%
4	318	28.3%
3	278	24.7%
1	7	0.6%
2	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	521	46.3%
4	318	28.3%
3	278	24.7%
1	7	0.6%
2	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	521	46.3%
4	318	28.3%
3	278	24.7%
1	7	0.6%
2	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1125	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	521	46.3%
4	318	28.3%
3	278	24.7%
1	7	0.6%
2	1	0.1%

fea_10
Real number (ℝ)

Distinct	280
Distinct (%)	24.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164618.5

Minimum	60000
Maximum	650070
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	60000
5-th percentile	60005
Q1	60044
median	72000
Q3	151307
95-th percentile	450081
Maximum	650070
Range	590070
Interquartile range (IQR)	91263

Descriptive statistics

Standard deviation	152520.49
Coefficient of variation (CV)	0.92650882
Kurtosis	0.14193148
Mean	164618.5
Median Absolute Deviation (MAD)	11984
Skewness	1.2698434
Sum	1.8519581 × 10⁸
Variance	2.3262499 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
151300	128	11.4%
72000	103	9.2%
72001	40	3.6%
60000	26	2.3%
60019	23	2.0%
60091	23	2.0%
71000	21	1.9%
60018	17	1.5%
60014	17	1.5%
60036	17	1.5%
Other values (270)	710	63.1%

Value	Count	Frequency (%)
60000	26	2.3%
60001	10	0.9%
60002	5	0.4%
60004	10	0.9%
60005	11	1.0%
60006	3	0.3%
60007	5	0.4%
60008	3	0.3%
60010	1	0.1%
60011	2	0.2%

Value	Count	Frequency (%)
650070	1	0.1%
650018	1	0.1%
650005	1	0.1%
591044	1	0.1%
591017	1	0.1%
591003	1	0.1%
591001	1	0.1%
552104	2	0.2%
551201	1	0.1%
550115	1	0.1%

fea_11
Real number (ℝ)

Distinct	266
Distinct (%)	23.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	134.999

Minimum	1
Maximum	707.10678
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	173.20508
Q3	202.48457
95-th percentile	291.47586
Maximum	707.10678
Range	706.10678
Interquartile range (IQR)	201.48457

Descriptive statistics

Standard deviation	112.6168
Coefficient of variation (CV)	0.83420465
Kurtosis	0.7591074
Mean	134.999
Median Absolute Deviation (MAD)	50.401717
Skewness	0.36524058
Sum	151873.88
Variance	12682.543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	407	36.2%
200	101	9.0%
173.2050808	81	7.2%
223.6067977	50	4.4%
187.0828693	46	4.1%
158.113883	33	2.9%
212.1320344	30	2.7%
316.227766	18	1.6%
244.9489743	14	1.2%
204.9390153	11	1.0%
Other values (256)	334	29.7%

Value	Count	Frequency (%)
1	407	36.2%
3.16227766	1	0.1%
105.9008971	1	0.1%
118.6844556	1	0.1%
122.4744871	1	0.1%
134.9555482	1	0.1%
141.4213562	6	0.5%
145.6021978	1	0.1%
153.2677396	1	0.1%
153.3916556	1	0.1%

Value	Count	Frequency (%)
707.1067812	1	0.1%
692.820323	1	0.1%
632.455532	1	0.1%
626.8971207	1	0.1%
547.7225575	1	0.1%
538.5387637	1	0.1%
500	1	0.1%
492.6601263	1	0.1%
445.0382006	1	0.1%
444.4738462	1	0.1%

	fea_1	fea_10	fea_11	fea_2	fea_3	fea_4	fea_5	fea_6	fea_7	fea_8	fea_9	id	label
fea_1	1.000	0.102	0.087	-0.007	0.151	-0.010	0.038	0.550	-0.045	0.034	0.063	-0.352	0.020
fea_10	0.102	1.000	0.207	-0.034	0.148	-0.040	0.096	0.162	-0.148	0.163	0.135	-0.085	0.000
fea_11	0.087	0.207	1.000	0.072	0.160	0.084	0.158	0.135	0.033	0.105	0.029	-0.073	0.000
fea_2	-0.007	-0.034	0.072	1.000	0.311	0.473	0.000	-0.008	-0.000	-0.006	0.055	0.005	0.072
fea_3	0.151	0.148	0.160	0.311	1.000	0.141	0.000	0.146	0.217	0.043	0.133	0.000	0.071
fea_4	-0.010	-0.040	0.084	0.473	0.141	1.000	0.000	-0.087	0.023	-0.076	0.085	-0.010	0.086
fea_5	0.038	0.096	0.158	0.000	0.000	0.000	1.000	0.027	0.070	0.186	0.000	0.031	0.000
fea_6	0.550	0.162	0.135	-0.008	0.146	-0.087	0.027	1.000	-0.040	0.041	0.143	-0.571	0.000
fea_7	-0.045	-0.148	0.033	-0.000	0.217	0.023	0.070	-0.040	1.000	0.093	0.059	0.006	0.000
fea_8	0.034	0.163	0.105	-0.006	0.043	-0.076	0.186	0.041	0.093	1.000	0.275	0.013	0.000
fea_9	0.063	0.135	0.029	0.055	0.133	0.085	0.000	0.143	0.059	0.275	1.000	0.000	0.000
id	-0.352	-0.085	-0.073	0.005	0.000	-0.010	0.031	-0.571	0.006	0.013	0.000	1.000	0.000
label	0.020	0.000	0.000	0.072	0.071	0.086	0.000	0.000	0.000	0.000	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	label	id	fea_1	fea_2	fea_3	fea_4	fea_5	fea_6	fea_7	fea_8	fea_9	fea_10	fea_11
0	1	54982665	5	1245.5	3	77000.0	2	15	5	109	5	151300	244.948974
1	0	59004779	4	1277.0	1	113000.0	2	8	-1	100	3	341759	207.173840
2	0	58990862	7	1298.0	1	110000.0	2	11	-1	101	5	72001	1.000000
3	1	58995168	7	1335.5	1	151000.0	2	11	5	110	3	60084	1.000000
4	0	54987320	7	NaN	2	59000.0	2	11	5	108	4	450081	197.403141
5	0	59005995	6	1217.0	3	56000.0	2	6	-1	100	3	60091	1.000000
6	1	59001917	4	1304.0	3	35000.0	2	8	9	85	5	60069	1.000000
7	1	54984789	5	1256.0	3	78000.0	2	15	-1	111	3	60030	1.000000
8	0	58984557	5	1323.5	3	218000.0	2	15	5	112	4	151300	282.842713
9	0	54990497	4	NaN	2	35000.0	2	8	5	101	3	60029	237.301496

	id	fea_1	fea_2	fea_3	fea_4	fea_5	fea_6	fea_7	fea_8	fea_9	fea_10	fea_11
1115	58996837	7	1235.0	3	56000.0	2	11	-1	114	4	151300	206.888859
1116	54989264	4	1343.0	3	110000.0	2	8	2	105	5	60043	1.000000
1117	59001031	4	NaN	2	58000.0	2	8	5	100	5	151300	196.214169
1118	58992063	7	1137.5	3	88000.0	2	11	-1	107	4	450081	158.113883
1119	54985816	7	1320.5	3	108000.0	2	11	5	110	4	510068	248.997992
1120	58988196	5	1289.0	1	173000.0	2	15	5	112	3	350702	200.000000
1121	58987926	5	NaN	2	50000.0	2	15	5	108	4	450000	169.000000
1122	58995381	7	1220.0	3	76000.0	2	11	2	90	5	71002	1.000000
1123	58998054	4	1250.0	3	137000.0	2	8	5	90	5	72000	1.000000
1124	54989781	4	1415.0	3	93000.0	2	8	5	113	4	151300	273.861279

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample